EKF: add mag bias reset helper and update IMU bias reset to match (#924)

This commit is contained in:
Daniel Agar
2020-12-08 12:16:59 -05:00
committed by GitHub
parent 03cfcb903e
commit da7d41e78a
3 changed files with 43 additions and 22 deletions
-3
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@@ -92,9 +92,6 @@ void Ekf::initialiseCovariance()
_prev_dvel_bias_var(1) = P(14,14) = P(13,13); _prev_dvel_bias_var(1) = P(14,14) = P(13,13);
_prev_dvel_bias_var(2) = P(15,15) = P(13,13); _prev_dvel_bias_var(2) = P(15,15) = P(13,13);
// record IMU bias state covariance reset time - used to prevent resets being performed too often
_last_imu_bias_cov_reset_us = _imu_sample_delayed.time_us;
resetMagCov(); resetMagCov();
// wind // wind
+13 -12
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@@ -165,12 +165,13 @@ public:
// get the vehicle control limits required by the estimator to keep within sensor limitations // get the vehicle control limits required by the estimator to keep within sensor limitations
void get_ekf_ctrl_limits(float *vxy_max, float *vz_max, float *hagl_min, float *hagl_max) const; void get_ekf_ctrl_limits(float *vxy_max, float *vz_max, float *hagl_min, float *hagl_max) const;
/* // Reset all IMU bias states and covariances to initial alignment values.
Reset all IMU bias states and covariances to initial alignment values. void resetImuBias();
Use when the IMU sensor has changed. void resetGyroBias();
Returns true if reset performed, false if rejected due to less than 10 seconds lapsed since last reset. void resetAccelBias();
*/
bool reset_imu_bias(); // Reset all magnetometer bias states and covariances to initial alignment values.
void resetMagBias();
Vector3f getVelocityVariance() const { return P.slice<3, 3>(4, 4).diag(); }; Vector3f getVelocityVariance() const { return P.slice<3, 3>(4, 4).diag(); };
@@ -208,11 +209,13 @@ public:
// get the terrain variance // get the terrain variance
float get_terrain_var() const { return _terrain_var; } float get_terrain_var() const { return _terrain_var; }
// get the accelerometer bias in m/s**2 Vector3f getGyroBias() const { return _state.delta_ang_bias / _dt_ekf_avg; } // get the gyroscope bias in rad/s
Vector3f getAccelBias() const { return _state.delta_vel_bias / _dt_ekf_avg; } Vector3f getAccelBias() const { return _state.delta_vel_bias / _dt_ekf_avg; } // get the accelerometer bias in m/s**2
const Vector3f& getMagBias() const { return _state.mag_B; }
// get the gyroscope bias in rad/s Vector3f getGyroBiasVariance() const { return Vector3f{P(10, 10), P(11, 11), P(12, 12)} / _dt_ekf_avg; } // get the gyroscope bias variance in rad/s
Vector3f getGyroBias() const { return _state.delta_ang_bias / _dt_ekf_avg; } Vector3f getAccelBiasVariance() const { return Vector3f{P(13, 13), P(14, 14), P(15, 15)} / _dt_ekf_avg; } // get the accelerometer bias variance in m/s**2
Vector3f getMagBiasVariance() const { return Vector3f{P(19, 19), P(20, 20), P(21, 21)}; }
// get GPS check status // get GPS check status
void get_gps_check_status(uint16_t *val) const { *val = _gps_check_fail_status.value; } void get_gps_check_status(uint16_t *val) const { *val = _gps_check_fail_status.value; }
@@ -354,8 +357,6 @@ private:
uint64_t _time_acc_bias_check{0}; ///< last time the accel bias check passed (uSec) uint64_t _time_acc_bias_check{0}; ///< last time the accel bias check passed (uSec)
uint64_t _delta_time_baro_us{0}; ///< delta time between two consecutive delayed baro samples from the buffer (uSec) uint64_t _delta_time_baro_us{0}; ///< delta time between two consecutive delayed baro samples from the buffer (uSec)
uint64_t _last_imu_bias_cov_reset_us{0}; ///< time the last reset of IMU delta angle and velocity state covariances was performed (uSec)
Vector3f _earth_rate_NED; ///< earth rotation vector (NED) in rad/s Vector3f _earth_rate_NED; ///< earth rotation vector (NED) in rad/s
Dcmf _R_to_earth; ///< transformation matrix from body frame to earth frame from last EKF prediction Dcmf _R_to_earth; ///< transformation matrix from body frame to earth frame from last EKF prediction
+30 -7
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@@ -845,26 +845,49 @@ void Ekf::get_ekf_ctrl_limits(float *vxy_max, float *vz_max, float *hagl_min, fl
} }
} }
bool Ekf::reset_imu_bias() void Ekf::resetImuBias()
{ {
if (_imu_sample_delayed.time_us - _last_imu_bias_cov_reset_us < (uint64_t)10e6) { resetGyroBias();
return false; resetAccelBias();
} }
void Ekf::resetGyroBias()
{
// Zero the delta angle and delta velocity bias states // Zero the delta angle and delta velocity bias states
_state.delta_ang_bias.zero(); _state.delta_ang_bias.zero();
_state.delta_vel_bias.zero();
// Zero the corresponding covariances and set // Zero the corresponding covariances and set
// variances to the values use for initial alignment // variances to the values use for initial alignment
P.uncorrelateCovarianceSetVariance<3>(10, sq(_params.switch_on_gyro_bias * FILTER_UPDATE_PERIOD_S)); P.uncorrelateCovarianceSetVariance<3>(10, sq(_params.switch_on_gyro_bias * FILTER_UPDATE_PERIOD_S));
}
void Ekf::resetAccelBias()
{
// Zero the delta angle and delta velocity bias states
_state.delta_vel_bias.zero();
// Zero the corresponding covariances and set
// variances to the values use for initial alignment
P.uncorrelateCovarianceSetVariance<3>(13, sq(_params.switch_on_accel_bias * FILTER_UPDATE_PERIOD_S)); P.uncorrelateCovarianceSetVariance<3>(13, sq(_params.switch_on_accel_bias * FILTER_UPDATE_PERIOD_S));
_last_imu_bias_cov_reset_us = _imu_sample_delayed.time_us;
// Set previous frame values // Set previous frame values
_prev_dvel_bias_var = P.slice<3, 3>(13, 13).diag(); _prev_dvel_bias_var = P.slice<3, 3>(13, 13).diag();
}
return true; void Ekf::resetMagBias()
{
// Zero the magnetometer bias states
_state.mag_B.zero();
// Zero the corresponding covariances and set
// variances to the values use for initial alignment
P.uncorrelateCovarianceSetVariance<3>(19, sq(_params.mag_noise));
// reset any saved covariance data for re-use when auto-switching between heading and 3-axis fusion
// _saved_mag_bf_variance[0] is the the D earth axis
_saved_mag_bf_variance[1] = 0;
_saved_mag_bf_variance[2] = 0;
_saved_mag_bf_variance[3] = 0;
} }
// get EKF innovation consistency check status information comprising of: // get EKF innovation consistency check status information comprising of: